Learning is a relatively lasting change in behavior resulting from observation and experience. It is the acquisition of information, knowledge, and problem-solving skills. When you think of learning, it's easy to focus on formal education that takes place during childhood and early adulthood.
Learning theory, any of the proposals put forth to explain changes in behaviour produced by practice, as opposed to other factors, e.g., physiological development.